WaveMix-Lite was compared with various other CNNs, transformers, and token-mixing models. These include ResNets [1]}, MobileNetV2 [2]}, UNets and DeepLabV2 as CNNs; ViT (vision transformer) [3]}, hybrid ViN (vision Nystromformer) [4]}, CPV (convolutional performer for vision) [5]}, CCT (compact convolutional transformer) [6]}, CvT (convolutional vision transformer) [7]}, and SegFormer [8]} as transformers; and FNet [9]}, ConvMixer [10]} and MLP-Mixer [11]} as token-mixers. Results of the other models that were directly taken from their original papers are cited in results tables.
